Bibliographic record
Abstract
Abstract XXXI Congress, International Association of Hydrogeologists Munich, Germany 10–14 September 2001 Website: http://agh.iaag.geo.uni‐muenchen.de Wetland Delineation with Emphasis on Soils and Hydrology Kalspell Montana 9–14 September 2001 Wetland Training Institute, Post Office Box 31, Glenwood, New Mexico 88039 Tel: 877 792 6482 E‐mail: getinfo@wetlandtraining.com Website: http//www.wetlandtraining.com Changing Wetlands: New Developments in Wetland Science 11–13 September 2001 Contact: Conference Secretary, Changing Wetlands Conference, Sheffield Wetlands Research Centre (SWeRC), Department of Geography, University of Sheffield, Sheffield S10 2TN, UK Fax: +44 (0)114 279 7912 E‐mail: wetlands@sheffield.ac.uk Website: http://www.shef.ac.uk/∼g/wetlands/index.html River Basin Management 2001 Cardiff University 11–13 September 2001 Organised by Wessex Institute of Technology and Cardiff University Contact: Susan Hanley, Conference Secretariat Tel: +44 (0) 238 029 3223 Fax: +44 (0) 238 029 2853 E‐mail: shanley@wessex.ac.uk Website: www.wessex.ac.uk Water Pollution 2001 Sixth International Conference on Modelling, Monitoring and Management of Water Pollution Rhodes, Greece 17–19 September 2001 Contact: Conference Secretariat, Wessex Institute of Technology, Ashurst Lodge, Ashurst, Southampton SO40 7AA Tel: 44 (0) 23 80 293223 Fax: 44 (0) 23 80 292853 E‐mail: gcossutta@wessex.ac.uk Website: http://www.wessex.ac.uk/conferences/2001/wp01/ Final Workshop of the COST Action 40—Sea Level in Europe: Observation, Interpretation and Exploitation Dubrovnik, Croatia 19–21 September 2001 Contact: I Vilibic, Hydrographic Institute of the Republic of Croatia, Zrinsko Frankpoanska 161, Split 21000, Croatia Tel: +385 21 361840 Fax: +385 21 347242 E‐mail: dhi‐oco@dhi.tel.hr Website: http://www.dhi.tel.hr/cost40 Universities of Franche‐Comte and Neuchatel Faculty of Sciences 25030 BESANCON Cedex—FRANCE 20–22 September 2001 7th Conference on Limestone Hydrology and Fissured Media Organised by the Research Team Strain, Flow, Transfer in Besançon (France) and the Hydrogeology Centre of the University of Neuchâtel—CHYN (Switzerland) Besançon Pr. Jacques MUDRY EA Strain, Flow, Transfer Phone: +33 3 81 66 57 53 Fax: +33 3 81 66 57 94 Website: http://karst.univ‐fcomte.fr/ Water Resources Management 2001 Halkidiki, Greece 24–26 September 2001 Organised by Wessex Institute of Technology Contact: Conference Secretariat Tel: +44 (02) 238 029 3223 Fax: +44 (0) 238 029 2853 E‐mail: gcosutta@wessex.ac.uk Website: www.wessex.ac.uk/conferences/2001/wrm01 International Conference on Hydrological Challenges in Transboundary Water Resources Management Koblenz, Germany 25–27 September 2001 Contact: Professor K Hofius, Bundesanstalt für Gewässerkunde, IHP/OHP Sekretariat, Postfach 200253, D‐56002 Koblenz, Germany Tel: +49 261 13065313 Fax: +49 261 13065422 E‐mail: hofius@batg.de Workshops on Applications of Remote Sensing in Hydrology Montpellier, France 3–6 October 2001 Contact: Dr Raoul Granger, National Water Research Institute, Saskatoon, Saskatchewan, Canada Tel: +1 306 9755758 Fax: +1 306 9755143 E‐mail: raoul.granger@ec.gc.ca UK Protecting Groundwater Birmingham 4–5 October 2001 Contact: National Centre for Groundwater and Contaminated Land. 10 Warwick Road, Solihull, B92 7HX, UK Tel: +44 121 711 5885 Fax: +44 121 711 5925 E‐mail: ngwclc@environment‐agency.gov.uk
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.879 | 0.760 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".